Advancing Agile Software Cost Estimation Through Data Synthesis: A Comparative Analysis of Five Generation Techniques

Agile has been used in software development for over 20 years and is the preferred development method for more than 85% of software companies. However, cost estimation in agile development remains a significant challenge. This is reflected in the fact that the accuracy of estimation still needs impr...

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Bibliographic Details
Published in:	IEEE access 2025, Vol.13, p.63219-63236
Main Authors:	Zhao, Xiaoyan, Mansor, Zulkefli, Razali, Rozilawati, Zakree Ahmad Nazri, Mohd, Xiong, Xin
Format:	Article
Language:	English
Subjects:	Agile software development Algorithms Autoencoders Costs Data augmentation data augmentation for tabular data Data collection Data generation technique Data models Data points Effectiveness Estimation Generative adversarial networks Hidden Markov models Knowledge management Machine learning Performance evaluation Probabilistic models Software software cost estimation Software development synthetic minority over-sampling technique for nominal and continuous features Tables (data) tabular data diffusion probabilistic model Training variational autoencoder Wasserstein generative adversarial network
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